{"id":"W6987208969","doi":"","title":"SFPE Engineering Guide to Fire Risk Assessment","year":2006,"lang":"en","type":"book","venue":"NPARC","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002384105,0.0003637027,0.0003841742,0.0001732297,0.00005739897,0.0000801005,0.0003871758,0.0003056428,0.0003331212],"category_scores_gemma":[0.00002736443,0.0004012336,0.0001271696,0.0001133664,0.00001315431,0.00004395844,0.0001279715,0.0008698515,0.0002695668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007847252,"about_ca_system_score_gemma":0.0001384853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002636087,"about_ca_topic_score_gemma":0.00002720214,"domain_scores_codex":[0.9983159,0.00001108516,0.0003588679,0.0003110074,0.0004849575,0.0005181717],"domain_scores_gemma":[0.999098,0.00008690669,0.00003098927,0.0005247458,0.00007367478,0.0001856522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002198562,0.000009257868,0.00002161242,0.000242662,0.000106811,0.00005315052,0.00001620051,0.1530266,0.0005774465,0.00274911,0.8233808,0.01981418],"study_design_scores_gemma":[0.0000971527,0.00002862535,0.0002853498,0.000108468,0.00001750179,0.000002570186,5.510965e-7,0.3447251,0.00000789694,0.0006950099,0.6537126,0.0003191403],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002199837,0.0001352023,0.01205973,0.0001122997,0.0005068419,0.0003568002,0.000289523,0.0004257835,0.9858938],"genre_scores_gemma":[0.0032084,0.0003429984,0.02269345,0.00003214756,0.0007897477,0.00009578215,0.0003998444,0.0003080697,0.9721296],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1916985,"threshold_uncertainty_score":0.999844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004795791569867191,"score_gpt":0.2371078586894214,"score_spread":0.2323120671195542,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}